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ProCreations/grug-3b-gguf overview

grug 3b gguf gguf of ProCreations/grug 3b https://huggingface.co/ProCreations/grug 3b . grug think in grug inside <think , then answer normal english. think sh…

ggufgrugllama.cppreasoningtoken-efficienttext-generationenbase_model:ProCreations/grug-3bbase_model:quantized:ProCreations/grug-3blicense:apache-2.0endpoints_compatibleregion:us

Runs locally from ~2.02 GB disk (4 GB VRAM class GPUs with llama.cpp / guIDE).

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Pipeline
text-generation

Repository Files & Downloads

6 GGUF files detected
Direct downloads for local inference
FileTypeQuantizationSizeLink
grug-3b-Q3_K_M.ggufGGUFQ3_K_M2.02 GBDownload
grug-3b-Q4_K_M.ggufGGUFQ4_K_M2.40 GBDownload
grug-3b-Q5_K_M.ggufGGUFQ5_K_M2.78 GBDownload
grug-3b-Q6_K.ggufGGUFQ6_K3.19 GBDownload
grug-3b-Q8_0.ggufGGUFQ8_04.13 GBDownload
grug-3b-f16.ggufGGUFF167.77 GBDownload

Model Details

Model IDProCreations/grug-3b-gguf
AuthorProCreations
Pipelinetext-generation
Licenseapache-2.0
Base modelProCreations/grug-3b
Last modified2026-07-26T23:34:39.000Z

Model README

---

license: apache-2.0

base_model: ProCreations/grug-3b

tags:

  • grug
  • gguf
  • llama.cpp
  • reasoning
  • token-efficient

language:

  • en

pipeline_tag: text-generation

---

grug-3b-gguf

gguf of ProCreations/grug-3b.

grug think in grug inside <think>, then answer normal english. think short for

small question (13 token median), long for hard one (737 token median).

| file | size |

|---|---|

| grug-3b-f16.gguf | 8.34 GB |

| grug-3b-Q8_0.gguf | 4.43 GB |

| grug-3b-Q6_K.gguf | 3.42 GB |

| grug-3b-Q5_K_M.gguf | 2.99 GB |

| grug-3b-Q4_K_M.gguf | 2.57 GB |

| grug-3b-Q3_K_M.gguf | 2.17 GB |

want q4 that hold up better? grug also train one q4-aware:

ProCreations/grug-3b-qat-q4-gguf.

llama.cpp support

Nanbeige4.2 not in upstream llama.cpp yet (issue

#26086). Nanbeige team PR

#25994 add it - weight-shared

depth loop, num_loops=2. until merge, build from that branch:

git clone --depth 1 --branch nanbeige42 https://github.com/Nanbeige/llama.cpp
cd llama.cpp && cmake -B build -DCMAKE_BUILD_TYPE=Release && cmake --build build -j
./build/bin/llama-cli -m grug-3b-Q4_K_M.gguf -p "What is 12 times 12?"

these gguf converted and load-probed with that branch.

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